Dataset statistics
| Number of variables | 37 |
|---|---|
| Number of observations | 227940 |
| Missing cells | 6112115 |
| Missing cells (%) | 72.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 64.3 MiB |
| Average record size in memory | 296.0 B |
Variable types
| NUM | 37 |
|---|
Hct is highly correlated with Hgb | High correlation |
Hgb is highly correlated with Hct | High correlation |
Bilirubin_total is highly correlated with Bilirubin_direct | High correlation |
Bilirubin_direct is highly correlated with Bilirubin_total | High correlation |
EtCO2 has 218157 (95.7%) missing values | Missing |
PTT has 217641 (95.5%) missing values | Missing |
BUN has 207835 (91.2%) missing values | Missing |
Lactate has 217184 (95.3%) missing values | Missing |
Temp has 146825 (64.4%) missing values | Missing |
Hgb has 205645 (90.2%) missing values | Missing |
HCO3 has 215381 (94.5%) missing values | Missing |
BaseExcess has 208053 (91.3%) missing values | Missing |
RRate has 40155 (17.6%) missing values | Missing |
Fibrinogen has 225447 (98.9%) missing values | Missing |
Phosphate has 216350 (94.9%) missing values | Missing |
WBC has 208857 (91.6%) missing values | Missing |
Creatinine has 210148 (92.2%) missing values | Missing |
PaCO2 has 206897 (90.8%) missing values | Missing |
AST has 222179 (97.5%) missing values | Missing |
FiO2 has 201338 (88.3%) missing values | Missing |
Platelets has 209905 (92.1%) missing values | Missing |
SaO2 has 214926 (94.3%) missing values | Missing |
Glucose has 180904 (79.4%) missing values | Missing |
ABPm has 32051 (14.1%) missing values | Missing |
Magnesium has 210417 (92.3%) missing values | Missing |
Potassium has 199547 (87.5%) missing values | Missing |
ABPd has 75522 (33.1%) missing values | Missing |
Calcium has 210110 (92.2%) missing values | Missing |
Alkalinephos has 222232 (97.5%) missing values | Missing |
SpO2 has 32748 (14.4%) missing values | Missing |
Bilirubin_direct has 227221 (99.7%) missing values | Missing |
Chloride has 214023 (93.9%) missing values | Missing |
Hct has 200643 (88.0%) missing values | Missing |
Heartrate has 27812 (12.2%) missing values | Missing |
Bilirubin_total has 222614 (97.7%) missing values | Missing |
TroponinI has 224164 (98.3%) missing values | Missing |
ABPs has 36290 (15.9%) missing values | Missing |
pH has 202894 (89.0%) missing values | Missing |
Time is highly skewed (γ1 = 23.60735617) | Skewed |
FiO2 is highly skewed (γ1 = 163.0841491) | Skewed |
BaseExcess has 4361 (1.9%) zeros | Zeros |
Reproduction
| Analysis started | 2020-10-27 17:28:07.298051 |
|---|---|
| Analysis finished | 2020-10-27 17:30:45.252609 |
| Duration | 2 minutes and 37.95 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
pid
Real number (ℝ≥0)
| Distinct | 18995 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15788.83122 |
|---|---|
| Minimum | 1 |
| Maximum | 31658 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1614 |
| Q1 | 7879 |
| median | 15726 |
| Q3 | 23725 |
| 95-th percentile | 30057 |
| Maximum | 31658 |
| Range | 31657 |
| Interquartile range (IQR) | 15846 |
Descriptive statistics
| Standard deviation | 9151.896286 |
|---|---|
| Coefficient of variation (CV) | 0.5796436835 |
| Kurtosis | -1.204590561 |
| Mean | 15788.83122 |
| Median Absolute Deviation (MAD) | 7933 |
| Skewness | 0.008045686348 |
| Sum | 3598906188 |
| Variance | 83757205.62 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2047 | 12 | < 0.1% | |
| 21536 | 12 | < 0.1% | |
| 19491 | 12 | < 0.1% | |
| 29732 | 12 | < 0.1% | |
| 27687 | 12 | < 0.1% | |
| 7209 | 12 | < 0.1% | |
| 1066 | 12 | < 0.1% | |
| 13356 | 12 | < 0.1% | |
| 9262 | 12 | < 0.1% | |
| 11311 | 12 | < 0.1% | |
| Other values (18985) | 227820 | 99.9% |
| Value | Count | Frequency (%) | |
| 1 | 12 | < 0.1% | |
| 2 | 12 | < 0.1% | |
| 4 | 12 | < 0.1% | |
| 6 | 12 | < 0.1% | |
| 8 | 12 | < 0.1% |
| Value | Count | Frequency (%) | |
| 31658 | 12 | < 0.1% | |
| 31657 | 12 | < 0.1% | |
| 31656 | 12 | < 0.1% | |
| 31654 | 12 | < 0.1% | |
| 31653 | 12 | < 0.1% |
| Distinct | 61 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.014398526 |
|---|---|
| Minimum | 1 |
| Maximum | 315 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 12 |
| Maximum | 315 |
| Range | 314 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.716103192 |
|---|---|
| Coefficient of variation (CV) | 0.6723460571 |
| Kurtosis | 1435.068667 |
| Mean | 7.014398526 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 23.60735617 |
| Sum | 1598862 |
| Variance | 22.24162931 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 12 | 18974 | 8.3% | |
| 11 | 18964 | 8.3% | |
| 10 | 18950 | 8.3% | |
| 9 | 18932 | 8.3% | |
| 8 | 18890 | 8.3% | |
| 7 | 18835 | 8.3% | |
| 6 | 18716 | 8.2% | |
| 5 | 18551 | 8.1% | |
| 4 | 18298 | 8.0% | |
| 3 | 17798 | 7.8% | |
| Other values (51) | 41032 | 18.0% |
| Value | Count | Frequency (%) | |
| 1 | 14957 | 6.6% | |
| 2 | 16941 | 7.4% | |
| 3 | 17798 | 7.8% | |
| 4 | 18298 | 8.0% | |
| 5 | 18551 | 8.1% |
| Value | Count | Frequency (%) | |
| 315 | 1 | < 0.1% | |
| 314 | 1 | < 0.1% | |
| 313 | 1 | < 0.1% | |
| 312 | 1 | < 0.1% | |
| 311 | 1 | < 0.1% |
Age
Real number (ℝ≥0)
| Distinct | 76 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 62.0738089 |
|---|---|
| Minimum | 15 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 15 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 52 |
| median | 64 |
| Q3 | 74 |
| 95-th percentile | 85 |
| Maximum | 100 |
| Range | 85 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 16.45185383 |
|---|---|
| Coefficient of variation (CV) | 0.2650369636 |
| Kurtosis | -0.1931563609 |
| Mean | 62.0738089 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | -0.4579614477 |
| Sum | 14149104 |
| Variance | 270.6634944 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 68 | 6120 | 2.7% | |
| 69 | 5712 | 2.5% | |
| 66 | 5592 | 2.5% | |
| 67 | 5592 | 2.5% | |
| 61 | 5472 | 2.4% | |
| 62 | 5424 | 2.4% | |
| 71 | 5388 | 2.4% | |
| 63 | 5364 | 2.4% | |
| 73 | 5304 | 2.3% | |
| 74 | 5232 | 2.3% | |
| Other values (66) | 172740 | 75.8% |
| Value | Count | Frequency (%) | |
| 15 | 24 | < 0.1% | |
| 16 | 12 | < 0.1% | |
| 17 | 84 | < 0.1% | |
| 18 | 336 | 0.1% | |
| 19 | 588 | 0.3% |
| Value | Count | Frequency (%) | |
| 100 | 2220 | 1.0% | |
| 89 | 1344 | 0.6% | |
| 88 | 1944 | 0.9% | |
| 87 | 2328 | 1.0% | |
| 86 | 2976 | 1.3% |
| Distinct | 105 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 218157 |
| Missing (%) | 95.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.88311356 |
|---|---|
| Minimum | 10 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 28.5 |
| median | 33 |
| Q3 | 38 |
| 95-th percentile | 44 |
| Maximum | 100 |
| Range | 90 |
| Interquartile range (IQR) | 9.5 |
Descriptive statistics
| Standard deviation | 7.802065336 |
|---|---|
| Coefficient of variation (CV) | 0.2372666238 |
| Kurtosis | 4.550811881 |
| Mean | 32.88311356 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.3276325103 |
| Sum | 321695.5 |
| Variance | 60.87222351 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 32 | 492 | 0.2% | |
| 33 | 484 | 0.2% | |
| 35 | 472 | 0.2% | |
| 34 | 451 | 0.2% | |
| 31 | 425 | 0.2% | |
| 30 | 425 | 0.2% | |
| 29 | 409 | 0.2% | |
| 37 | 398 | 0.2% | |
| 36 | 388 | 0.2% | |
| 38 | 378 | 0.2% | |
| Other values (95) | 5461 | 2.4% | |
| (Missing) | 218157 | 95.7% |
| Value | Count | Frequency (%) | |
| 10 | 21 | < 0.1% | |
| 10.5 | 11 | < 0.1% | |
| 11 | 15 | < 0.1% | |
| 11.5 | 3 | < 0.1% | |
| 12 | 32 | < 0.1% |
| Value | Count | Frequency (%) | |
| 100 | 2 | < 0.1% | |
| 99 | 2 | < 0.1% | |
| 97 | 2 | < 0.1% | |
| 80 | 2 | < 0.1% | |
| 79 | 9 | < 0.1% |
| Distinct | 940 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 217641 |
| Missing (%) | 95.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.09130984 |
|---|---|
| Minimum | 12.5 |
| Maximum | 250 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 12.5 |
|---|---|
| 5-th percentile | 23.3 |
| Q1 | 27.8 |
| median | 32.2 |
| Q3 | 40.6 |
| 95-th percentile | 88.01 |
| Maximum | 250 |
| Range | 237.5 |
| Interquartile range (IQR) | 12.8 |
Descriptive statistics
| Standard deviation | 26.03496133 |
|---|---|
| Coefficient of variation (CV) | 0.649391637 |
| Kurtosis | 20.14104945 |
| Mean | 40.09130984 |
| Median Absolute Deviation (MAD) | 5.5 |
| Skewness | 3.939987972 |
| Sum | 412900.4 |
| Variance | 677.8192112 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 150 | 138 | 0.1% | |
| 28.8 | 78 | < 0.1% | |
| 28.6 | 75 | < 0.1% | |
| 28.5 | 73 | < 0.1% | |
| 27.7 | 71 | < 0.1% | |
| 28.3 | 71 | < 0.1% | |
| 30.2 | 70 | < 0.1% | |
| 28.1 | 69 | < 0.1% | |
| 27.6 | 69 | < 0.1% | |
| 29.7 | 66 | < 0.1% | |
| Other values (930) | 9519 | 4.2% | |
| (Missing) | 217641 | 95.5% |
| Value | Count | Frequency (%) | |
| 12.5 | 1 | < 0.1% | |
| 16.9 | 1 | < 0.1% | |
| 17.1 | 1 | < 0.1% | |
| 17.9 | 1 | < 0.1% | |
| 18.1 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 250 | 5 | < 0.1% | |
| 249.9 | 6 | < 0.1% | |
| 249 | 20 | < 0.1% | |
| 248.7 | 1 | < 0.1% | |
| 247 | 1 | < 0.1% |
| Distinct | 198 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 207835 |
| Missing (%) | 91.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.19266352 |
|---|---|
| Minimum | 1 |
| Maximum | 268 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 12 |
| median | 17 |
| Q3 | 27 |
| 95-th percentile | 63 |
| Maximum | 268 |
| Range | 267 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 20.02428883 |
|---|---|
| Coefficient of variation (CV) | 0.8633889255 |
| Kurtosis | 13.38235155 |
| Mean | 23.19266352 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 2.95287337 |
| Sum | 466288.5 |
| Variance | 400.9721432 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 14 | 1068 | 0.5% | |
| 13 | 1051 | 0.5% | |
| 12 | 1031 | 0.5% | |
| 15 | 1007 | 0.4% | |
| 11 | 999 | 0.4% | |
| 16 | 901 | 0.4% | |
| 10 | 868 | 0.4% | |
| 17 | 843 | 0.4% | |
| 9 | 809 | 0.4% | |
| 18 | 737 | 0.3% | |
| Other values (188) | 10791 | 4.7% | |
| (Missing) | 207835 | 91.2% |
| Value | Count | Frequency (%) | |
| 1 | 9 | < 0.1% | |
| 1.5 | 1 | < 0.1% | |
| 2 | 27 | < 0.1% | |
| 3 | 86 | < 0.1% | |
| 3.5 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 268 | 1 | < 0.1% | |
| 266 | 1 | < 0.1% | |
| 235 | 1 | < 0.1% | |
| 234 | 1 | < 0.1% | |
| 227 | 1 | < 0.1% |
| Distinct | 919 |
|---|---|
| Distinct (%) | 8.5% |
| Missing | 217184 |
| Missing (%) | 95.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.859715508 |
|---|---|
| Minimum | 0.2 |
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 0.9 |
| Q1 | 1.4 |
| median | 2.1 |
| Q3 | 3.4 |
| 95-th percentile | 7.32 |
| Maximum | 31 |
| Range | 30.8 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.428367607 |
|---|---|
| Coefficient of variation (CV) | 0.8491640517 |
| Kurtosis | 14.39185064 |
| Mean | 2.859715508 |
| Median Absolute Deviation (MAD) | 0.9 |
| Skewness | 3.077106834 |
| Sum | 30759.1 |
| Variance | 5.896969236 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1.4 | 316 | 0.1% | |
| 1.5 | 308 | 0.1% | |
| 1.3 | 297 | 0.1% | |
| 1.2 | 296 | 0.1% | |
| 1 | 295 | 0.1% | |
| 1.7 | 278 | 0.1% | |
| 1.1 | 277 | 0.1% | |
| 1.6 | 272 | 0.1% | |
| 1.8 | 264 | 0.1% | |
| 2 | 249 | 0.1% | |
| Other values (909) | 7904 | 3.5% | |
| (Missing) | 217184 | 95.3% |
| Value | Count | Frequency (%) | |
| 0.2 | 1 | < 0.1% | |
| 0.3 | 1 | < 0.1% | |
| 0.37 | 1 | < 0.1% | |
| 0.4 | 3 | < 0.1% | |
| 0.5 | 13 | < 0.1% |
| Value | Count | Frequency (%) | |
| 31 | 1 | < 0.1% | |
| 26 | 1 | < 0.1% | |
| 23.9 | 1 | < 0.1% | |
| 23.6 | 1 | < 0.1% | |
| 23.4 | 1 | < 0.1% |
| Distinct | 15 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 146825 |
| Missing (%) | 64.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.85213586 |
|---|---|
| Minimum | 21 |
| Maximum | 42 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 36 |
| Q1 | 36 |
| median | 37 |
| Q3 | 37 |
| 95-th percentile | 38 |
| Maximum | 42 |
| Range | 21 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.8751522325 |
|---|---|
| Coefficient of variation (CV) | 0.02374766651 |
| Kurtosis | 3.142060344 |
| Mean | 36.85213586 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.2676583441 |
| Sum | 2989261 |
| Variance | 0.7658914301 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 37 | 36522 | 16.0% | |
| 36 | 24499 | 10.7% | |
| 38 | 15689 | 6.9% | |
| 35 | 2272 | 1.0% | |
| 39 | 1417 | 0.6% | |
| 34 | 380 | 0.2% | |
| 33 | 132 | 0.1% | |
| 40 | 129 | 0.1% | |
| 32 | 41 | < 0.1% | |
| 41 | 15 | < 0.1% | |
| Other values (5) | 19 | < 0.1% | |
| (Missing) | 146825 | 64.4% |
| Value | Count | Frequency (%) | |
| 21 | 1 | < 0.1% | |
| 27 | 2 | < 0.1% | |
| 30 | 4 | < 0.1% | |
| 31 | 4 | < 0.1% | |
| 32 | 41 | < 0.1% |
| Value | Count | Frequency (%) | |
| 42 | 8 | < 0.1% | |
| 41 | 15 | < 0.1% | |
| 40 | 129 | 0.1% | |
| 39 | 1417 | 0.6% | |
| 38 | 15689 | 6.9% |
| Distinct | 257 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 205645 |
| Missing (%) | 90.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.62820767 |
|---|---|
| Minimum | 3.3 |
| Maximum | 23.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 3.3 |
|---|---|
| 5-th percentile | 7.45 |
| Q1 | 9.2 |
| median | 10.5 |
| Q3 | 12 |
| 95-th percentile | 14.2 |
| Maximum | 23.8 |
| Range | 20.5 |
| Interquartile range (IQR) | 2.8 |
Descriptive statistics
| Standard deviation | 2.074858965 |
|---|---|
| Coefficient of variation (CV) | 0.1952219066 |
| Kurtosis | 0.4318982194 |
| Mean | 10.62820767 |
| Median Absolute Deviation (MAD) | 1.4 |
| Skewness | 0.3331230653 |
| Sum | 236955.89 |
| Variance | 4.305039723 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 10.3 | 454 | 0.2% | |
| 9.9 | 453 | 0.2% | |
| 10.1 | 449 | 0.2% | |
| 10.2 | 447 | 0.2% | |
| 10.6 | 447 | 0.2% | |
| 10 | 444 | 0.2% | |
| 11 | 430 | 0.2% | |
| 10.7 | 427 | 0.2% | |
| 10.8 | 426 | 0.2% | |
| 9.4 | 413 | 0.2% | |
| Other values (247) | 17905 | 7.9% | |
| (Missing) | 205645 | 90.2% |
| Value | Count | Frequency (%) | |
| 3.3 | 1 | < 0.1% | |
| 3.5 | 1 | < 0.1% | |
| 3.6 | 1 | < 0.1% | |
| 3.7 | 2 | < 0.1% | |
| 3.8 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 23.8 | 1 | < 0.1% | |
| 23.6 | 1 | < 0.1% | |
| 23.4 | 1 | < 0.1% | |
| 21.6 | 1 | < 0.1% | |
| 20.8 | 1 | < 0.1% |
| Distinct | 180 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 215381 |
| Missing (%) | 94.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.48810017 |
|---|---|
| Minimum | 0 |
| Maximum | 50 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 21 |
| median | 23.9 |
| Q3 | 26 |
| 95-th percentile | 30 |
| Maximum | 50 |
| Range | 50 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 4.403779822 |
|---|---|
| Coefficient of variation (CV) | 0.1874898264 |
| Kurtosis | 2.346087251 |
| Mean | 23.48810017 |
| Median Absolute Deviation (MAD) | 2.1 |
| Skewness | 0.1402016268 |
| Sum | 294987.05 |
| Variance | 19.39327672 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 23 | 1402 | 0.6% | |
| 24 | 1357 | 0.6% | |
| 25 | 1278 | 0.6% | |
| 22 | 1182 | 0.5% | |
| 26 | 1016 | 0.4% | |
| 21 | 973 | 0.4% | |
| 27 | 763 | 0.3% | |
| 20 | 714 | 0.3% | |
| 28 | 541 | 0.2% | |
| 19 | 524 | 0.2% | |
| Other values (170) | 2809 | 1.2% | |
| (Missing) | 215381 | 94.5% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 5 | 4 | < 0.1% | |
| 6 | 7 | < 0.1% | |
| 7 | 4 | < 0.1% | |
| 7.7 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 50 | 2 | < 0.1% | |
| 49 | 1 | < 0.1% | |
| 47 | 2 | < 0.1% | |
| 46 | 3 | < 0.1% | |
| 45 | 2 | < 0.1% |
| Distinct | 240 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 208053 |
| Missing (%) | 91.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.239284457 |
|---|---|
| Minimum | -29 |
| Maximum | 100 |
| Zeros | 4361 |
| Zeros (%) | 1.9% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | -29 |
|---|---|
| 5-th percentile | -8 |
| Q1 | -3 |
| median | -1 |
| Q3 | 0 |
| 95-th percentile | 5 |
| Maximum | 100 |
| Range | 129 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 4.19267707 |
|---|---|
| Coefficient of variation (CV) | -3.38314343 |
| Kurtosis | 22.68367186 |
| Mean | -1.239284457 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.8345482044 |
| Sum | -24645.65 |
| Variance | 17.57854101 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 4361 | 1.9% | |
| -1 | 2101 | 0.9% | |
| -2 | 1953 | 0.9% | |
| -3 | 1697 | 0.7% | |
| -4 | 1344 | 0.6% | |
| 1 | 1267 | 0.6% | |
| -5 | 930 | 0.4% | |
| 2 | 896 | 0.4% | |
| 3 | 720 | 0.3% | |
| -6 | 655 | 0.3% | |
| Other values (230) | 3963 | 1.7% | |
| (Missing) | 208053 | 91.3% |
| Value | Count | Frequency (%) | |
| -29 | 2 | < 0.1% | |
| -28 | 1 | < 0.1% | |
| -25 | 5 | < 0.1% | |
| -24 | 2 | < 0.1% | |
| -23.2 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 100 | 1 | < 0.1% | |
| 49.5 | 1 | < 0.1% | |
| 44 | 1 | < 0.1% | |
| 28 | 1 | < 0.1% | |
| 26 | 1 | < 0.1% |
| Distinct | 69 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 40155 |
| Missing (%) | 17.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.15404319 |
|---|---|
| Minimum | 1 |
| Maximum | 97 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 15 |
| median | 18 |
| Q3 | 21 |
| 95-th percentile | 27 |
| Maximum | 97 |
| Range | 96 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.037030573 |
|---|---|
| Coefficient of variation (CV) | 0.2774605371 |
| Kurtosis | 3.719596972 |
| Mean | 18.15404319 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.9691946707 |
| Sum | 3409057 |
| Variance | 25.37167699 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 16 | 22195 | 9.7% | |
| 18 | 21812 | 9.6% | |
| 20 | 18437 | 8.1% | |
| 14 | 16590 | 7.3% | |
| 15 | 11812 | 5.2% | |
| 17 | 11325 | 5.0% | |
| 12 | 10934 | 4.8% | |
| 22 | 10528 | 4.6% | |
| 19 | 10044 | 4.4% | |
| 21 | 7812 | 3.4% | |
| Other values (59) | 46296 | 20.3% | |
| (Missing) | 40155 | 17.6% |
| Value | Count | Frequency (%) | |
| 1 | 101 | < 0.1% | |
| 2 | 155 | 0.1% | |
| 3 | 87 | < 0.1% | |
| 4 | 126 | 0.1% | |
| 5 | 98 | < 0.1% |
| Value | Count | Frequency (%) | |
| 97 | 1 | < 0.1% | |
| 96 | 1 | < 0.1% | |
| 93 | 1 | < 0.1% | |
| 84 | 1 | < 0.1% | |
| 73 | 1 | < 0.1% |
| Distinct | 538 |
|---|---|
| Distinct (%) | 21.6% |
| Missing | 225447 |
| Missing (%) | 98.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 262.4969114 |
|---|---|
| Minimum | 34 |
| Maximum | 1179 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 34 |
|---|---|
| 5-th percentile | 105 |
| Q1 | 177 |
| median | 233 |
| Q3 | 316 |
| 95-th percentile | 540 |
| Maximum | 1179 |
| Range | 1145 |
| Interquartile range (IQR) | 139 |
Descriptive statistics
| Standard deviation | 133.0209096 |
|---|---|
| Coefficient of variation (CV) | 0.5067522848 |
| Kurtosis | 4.58283259 |
| Mean | 262.4969114 |
| Median Absolute Deviation (MAD) | 66 |
| Skewness | 1.705401971 |
| Sum | 654404.8 |
| Variance | 17694.56239 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 183 | 21 | < 0.1% | |
| 217 | 21 | < 0.1% | |
| 281 | 19 | < 0.1% | |
| 206 | 18 | < 0.1% | |
| 185 | 18 | < 0.1% | |
| 214 | 17 | < 0.1% | |
| 192 | 17 | < 0.1% | |
| 174 | 17 | < 0.1% | |
| 238 | 17 | < 0.1% | |
| 259 | 16 | < 0.1% | |
| Other values (528) | 2312 | 1.0% | |
| (Missing) | 225447 | 98.9% |
| Value | Count | Frequency (%) | |
| 34 | 1 | < 0.1% | |
| 35 | 7 | < 0.1% | |
| 41 | 1 | < 0.1% | |
| 48 | 1 | < 0.1% | |
| 51 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1179 | 1 | < 0.1% | |
| 1076 | 1 | < 0.1% | |
| 1000 | 2 | < 0.1% | |
| 888 | 1 | < 0.1% | |
| 882 | 1 | < 0.1% |
| Distinct | 135 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 216350 |
| Missing (%) | 94.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.612519413 |
|---|---|
| Minimum | 0.2 |
| Maximum | 16.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 1.8 |
| Q1 | 2.8 |
| median | 3.4 |
| Q3 | 4.2 |
| 95-th percentile | 6 |
| Maximum | 16.4 |
| Range | 16.2 |
| Interquartile range (IQR) | 1.4 |
Descriptive statistics
| Standard deviation | 1.384461725 |
|---|---|
| Coefficient of variation (CV) | 0.3832399405 |
| Kurtosis | 6.172640522 |
| Mean | 3.612519413 |
| Median Absolute Deviation (MAD) | 0.7 |
| Skewness | 1.580903558 |
| Sum | 41869.1 |
| Variance | 1.916734268 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 3.2 | 468 | 0.2% | |
| 3.4 | 463 | 0.2% | |
| 3.1 | 456 | 0.2% | |
| 3.3 | 453 | 0.2% | |
| 3.5 | 452 | 0.2% | |
| 3.7 | 425 | 0.2% | |
| 2.9 | 425 | 0.2% | |
| 3 | 397 | 0.2% | |
| 3.9 | 396 | 0.2% | |
| 3.8 | 394 | 0.2% | |
| Other values (125) | 7261 | 3.2% | |
| (Missing) | 216350 | 94.9% |
| Value | Count | Frequency (%) | |
| 0.2 | 1 | < 0.1% | |
| 0.3 | 4 | < 0.1% | |
| 0.4 | 2 | < 0.1% | |
| 0.5 | 10 | < 0.1% | |
| 0.6 | 16 | < 0.1% |
| Value | Count | Frequency (%) | |
| 16.4 | 1 | < 0.1% | |
| 14.9 | 1 | < 0.1% | |
| 14.2 | 1 | < 0.1% | |
| 13.8 | 1 | < 0.1% | |
| 13 | 2 | < 0.1% |
| Distinct | 529 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 208857 |
| Missing (%) | 91.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.73864854 |
|---|---|
| Minimum | 0.1 |
| Maximum | 440 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 4.4 |
| Q1 | 7.6 |
| median | 10.4 |
| Q3 | 14 |
| 95-th percentile | 22 |
| Maximum | 440 |
| Range | 439.9 |
| Interquartile range (IQR) | 6.4 |
Descriptive statistics
| Standard deviation | 10.08887179 |
|---|---|
| Coefficient of variation (CV) | 0.8594576933 |
| Kurtosis | 666.0885065 |
| Mean | 11.73864854 |
| Median Absolute Deviation (MAD) | 3.1 |
| Skewness | 19.98488046 |
| Sum | 224008.63 |
| Variance | 101.7853341 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 8 | 198 | 0.1% | |
| 8.6 | 188 | 0.1% | |
| 8.2 | 186 | 0.1% | |
| 11.6 | 182 | 0.1% | |
| 7.2 | 181 | 0.1% | |
| 9.8 | 180 | 0.1% | |
| 10 | 180 | 0.1% | |
| 11.4 | 178 | 0.1% | |
| 7.8 | 176 | 0.1% | |
| 8.8 | 176 | 0.1% | |
| Other values (519) | 17258 | 7.6% | |
| (Missing) | 208857 | 91.6% |
| Value | Count | Frequency (%) | |
| 0.1 | 7 | < 0.1% | |
| 0.2 | 5 | < 0.1% | |
| 0.3 | 1 | < 0.1% | |
| 0.4 | 3 | < 0.1% | |
| 0.5 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 440 | 1 | < 0.1% | |
| 422.9 | 1 | < 0.1% | |
| 387 | 1 | < 0.1% | |
| 375.4 | 1 | < 0.1% | |
| 342 | 1 | < 0.1% |
| Distinct | 877 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 210148 |
| Missing (%) | 92.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.495777316 |
|---|---|
| Minimum | 0.1 |
| Maximum | 41.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 0.7 |
| median | 0.9 |
| Q3 | 1.38 |
| 95-th percentile | 5 |
| Maximum | 41.9 |
| Range | 41.8 |
| Interquartile range (IQR) | 0.68 |
Descriptive statistics
| Standard deviation | 1.898111875 |
|---|---|
| Coefficient of variation (CV) | 1.268980252 |
| Kurtosis | 41.21822499 |
| Mean | 1.495777316 |
| Median Absolute Deviation (MAD) | 0.27 |
| Skewness | 5.104396283 |
| Sum | 26612.87 |
| Variance | 3.602828691 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.8 | 1328 | 0.6% | |
| 0.7 | 1258 | 0.6% | |
| 0.9 | 1165 | 0.5% | |
| 0.6 | 1062 | 0.5% | |
| 1 | 837 | 0.4% | |
| 0.5 | 670 | 0.3% | |
| 1.1 | 668 | 0.3% | |
| 1.2 | 483 | 0.2% | |
| 1.3 | 368 | 0.2% | |
| 1.4 | 283 | 0.1% | |
| Other values (867) | 9670 | 4.2% | |
| (Missing) | 210148 | 92.2% |
| Value | Count | Frequency (%) | |
| 0.1 | 3 | < 0.1% | |
| 0.2 | 28 | < 0.1% | |
| 0.21 | 1 | < 0.1% | |
| 0.22 | 1 | < 0.1% | |
| 0.27 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 41.9 | 1 | < 0.1% | |
| 29.1 | 1 | < 0.1% | |
| 25 | 2 | < 0.1% | |
| 24.03 | 1 | < 0.1% | |
| 23.83 | 1 | < 0.1% |
| Distinct | 370 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 206897 |
| Missing (%) | 90.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.11569643 |
|---|---|
| Minimum | 10 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 29 |
| Q1 | 36 |
| median | 40 |
| Q3 | 45 |
| 95-th percentile | 56 |
| Maximum | 100 |
| Range | 90 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 8.929872607 |
|---|---|
| Coefficient of variation (CV) | 0.2171888933 |
| Kurtosis | 5.746824149 |
| Mean | 41.11569643 |
| Median Absolute Deviation (MAD) | 4.6 |
| Skewness | 1.503809109 |
| Sum | 865197.6 |
| Variance | 79.74262477 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 40 | 1163 | 0.5% | |
| 42 | 1158 | 0.5% | |
| 38 | 1129 | 0.5% | |
| 39 | 1126 | 0.5% | |
| 41 | 1099 | 0.5% | |
| 36 | 1052 | 0.5% | |
| 37 | 1025 | 0.4% | |
| 43 | 937 | 0.4% | |
| 44 | 925 | 0.4% | |
| 35 | 850 | 0.4% | |
| Other values (360) | 10579 | 4.6% | |
| (Missing) | 206897 | 90.8% |
| Value | Count | Frequency (%) | |
| 10 | 1 | < 0.1% | |
| 11 | 1 | < 0.1% | |
| 12 | 2 | < 0.1% | |
| 13 | 2 | < 0.1% | |
| 14 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 100 | 3 | < 0.1% | |
| 99 | 2 | < 0.1% | |
| 98 | 2 | < 0.1% | |
| 97 | 3 | < 0.1% | |
| 96 | 2 | < 0.1% |
| Distinct | 737 |
|---|---|
| Distinct (%) | 12.8% |
| Missing | 222179 |
| Missing (%) | 97.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 193.444888 |
|---|---|
| Minimum | 5 |
| Maximum | 9961 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 14 |
| Q1 | 21 |
| median | 36 |
| Q3 | 84 |
| 95-th percentile | 766 |
| Maximum | 9961 |
| Range | 9956 |
| Interquartile range (IQR) | 63 |
Descriptive statistics
| Standard deviation | 682.8367081 |
|---|---|
| Coefficient of variation (CV) | 3.529877243 |
| Kurtosis | 81.59083872 |
| Mean | 193.444888 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | 8.102897704 |
| Sum | 1114436 |
| Variance | 466265.9699 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 17 | 171 | 0.1% | |
| 21 | 170 | 0.1% | |
| 20 | 163 | 0.1% | |
| 19 | 163 | 0.1% | |
| 16 | 160 | 0.1% | |
| 24 | 155 | 0.1% | |
| 22 | 153 | 0.1% | |
| 18 | 141 | 0.1% | |
| 23 | 132 | 0.1% | |
| 15 | 122 | 0.1% | |
| Other values (727) | 4231 | 1.9% | |
| (Missing) | 222179 | 97.5% |
| Value | Count | Frequency (%) | |
| 5 | 3 | < 0.1% | |
| 5.5 | 1 | < 0.1% | |
| 6 | 3 | < 0.1% | |
| 7 | 6 | < 0.1% | |
| 8 | 11 | < 0.1% |
| Value | Count | Frequency (%) | |
| 9961 | 1 | < 0.1% | |
| 9710 | 1 | < 0.1% | |
| 9520 | 1 | < 0.1% | |
| 9185 | 1 | < 0.1% | |
| 9060 | 1 | < 0.1% |
| Distinct | 82 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 201338 |
| Missing (%) | 88.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7016656642 |
|---|---|
| Minimum | 0 |
| Maximum | 4000 |
| Zeros | 13 |
| Zeros (%) | < 0.1% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.35 |
| Q1 | 0.4 |
| median | 0.5 |
| Q3 | 0.6 |
| 95-th percentile | 1 |
| Maximum | 4000 |
| Range | 4000 |
| Interquartile range (IQR) | 0.2 |
Descriptive statistics
| Standard deviation | 24.52212569 |
|---|---|
| Coefficient of variation (CV) | 34.94844759 |
| Kurtosis | 26598.29267 |
| Mean | 0.7016656642 |
| Median Absolute Deviation (MAD) | 0.1 |
| Skewness | 163.0841491 |
| Sum | 18665.71 |
| Variance | 601.3346484 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.5 | 8789 | 3.9% | |
| 0.4 | 7714 | 3.4% | |
| 1 | 3246 | 1.4% | |
| 0.6 | 2287 | 1.0% | |
| 0.7 | 1178 | 0.5% | |
| 0.8 | 702 | 0.3% | |
| 0.35 | 554 | 0.2% | |
| 0.3 | 434 | 0.2% | |
| 0.45 | 308 | 0.1% | |
| 0.21 | 292 | 0.1% | |
| Other values (72) | 1098 | 0.5% | |
| (Missing) | 201338 | 88.3% |
| Value | Count | Frequency (%) | |
| 0 | 13 | < 0.1% | |
| 0.02 | 6 | < 0.1% | |
| 0.03 | 1 | < 0.1% | |
| 0.04 | 12 | < 0.1% | |
| 0.05 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4000 | 1 | < 0.1% | |
| 5.05 | 1 | < 0.1% | |
| 2 | 2 | < 0.1% | |
| 1.7 | 1 | < 0.1% | |
| 1.2 | 3 | < 0.1% |
| Distinct | 709 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 209905 |
| Missing (%) | 92.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 204.6664264 |
|---|---|
| Minimum | 2 |
| Maximum | 2322 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 74 |
| Q1 | 137 |
| median | 189 |
| Q3 | 251 |
| 95-th percentile | 385 |
| Maximum | 2322 |
| Range | 2320 |
| Interquartile range (IQR) | 114 |
Descriptive statistics
| Standard deviation | 104.1564061 |
|---|---|
| Coefficient of variation (CV) | 0.5089081191 |
| Kurtosis | 17.07426512 |
| Mean | 204.6664264 |
| Median Absolute Deviation (MAD) | 57 |
| Skewness | 2.192224695 |
| Sum | 3691159 |
| Variance | 10848.55693 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 161 | 107 | < 0.1% | |
| 183 | 107 | < 0.1% | |
| 194 | 105 | < 0.1% | |
| 152 | 102 | < 0.1% | |
| 193 | 101 | < 0.1% | |
| 175 | 99 | < 0.1% | |
| 167 | 99 | < 0.1% | |
| 177 | 99 | < 0.1% | |
| 144 | 99 | < 0.1% | |
| 156 | 98 | < 0.1% | |
| Other values (699) | 17019 | 7.5% | |
| (Missing) | 209905 | 92.1% |
| Value | Count | Frequency (%) | |
| 2 | 3 | < 0.1% | |
| 4 | 2 | < 0.1% | |
| 5 | 3 | < 0.1% | |
| 6 | 1 | < 0.1% | |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2322 | 1 | < 0.1% | |
| 1592 | 1 | < 0.1% | |
| 1253 | 1 | < 0.1% | |
| 1129 | 1 | < 0.1% | |
| 1036 | 1 | < 0.1% |
| Distinct | 65 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 214926 |
| Missing (%) | 94.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.01052712 |
|---|---|
| Minimum | 24 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 24 |
|---|---|
| 5-th percentile | 65 |
| Q1 | 95 |
| median | 97 |
| Q3 | 98 |
| 95-th percentile | 99 |
| Maximum | 100 |
| Range | 76 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 10.88727074 |
|---|---|
| Coefficient of variation (CV) | 0.1170541773 |
| Kurtosis | 5.155063251 |
| Mean | 93.01052712 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -2.422332524 |
| Sum | 1210439 |
| Variance | 118.5326641 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 98 | 3836 | 1.7% | |
| 97 | 2011 | 0.9% | |
| 99 | 1982 | 0.9% | |
| 96 | 1184 | 0.5% | |
| 95 | 535 | 0.2% | |
| 100 | 458 | 0.2% | |
| 94 | 433 | 0.2% | |
| 93 | 222 | 0.1% | |
| 92 | 135 | 0.1% | |
| 91 | 84 | < 0.1% | |
| Other values (55) | 2134 | 0.9% | |
| (Missing) | 214926 | 94.3% |
| Value | Count | Frequency (%) | |
| 24 | 1 | < 0.1% | |
| 26 | 1 | < 0.1% | |
| 34 | 3 | < 0.1% | |
| 35 | 2 | < 0.1% | |
| 39 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 100 | 458 | 0.2% | |
| 99 | 1982 | 0.9% | |
| 98 | 3836 | 1.7% | |
| 97 | 2011 | 0.9% | |
| 96 | 1184 | 0.5% |
| Distinct | 842 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 180904 |
| Missing (%) | 79.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 142.1694066 |
|---|---|
| Minimum | 15 |
| Maximum | 952 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 15 |
|---|---|
| 5-th percentile | 83 |
| Q1 | 108 |
| median | 130 |
| Q3 | 160 |
| 95-th percentile | 243 |
| Maximum | 952 |
| Range | 937 |
| Interquartile range (IQR) | 52 |
Descriptive statistics
| Standard deviation | 56.89452998 |
|---|---|
| Coefficient of variation (CV) | 0.4001882777 |
| Kurtosis | 19.06615271 |
| Mean | 142.1694066 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 3.00001937 |
| Sum | 6687080.21 |
| Variance | 3236.987542 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 118 | 553 | 0.2% | |
| 124 | 551 | 0.2% | |
| 116 | 551 | 0.2% | |
| 130 | 550 | 0.2% | |
| 127 | 535 | 0.2% | |
| 114 | 530 | 0.2% | |
| 120 | 523 | 0.2% | |
| 132 | 517 | 0.2% | |
| 119 | 510 | 0.2% | |
| 112 | 509 | 0.2% | |
| Other values (832) | 41707 | 18.3% | |
| (Missing) | 180904 | 79.4% |
| Value | Count | Frequency (%) | |
| 15 | 1 | < 0.1% | |
| 19 | 1 | < 0.1% | |
| 21 | 1 | < 0.1% | |
| 22 | 1 | < 0.1% | |
| 26 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 952 | 1 | < 0.1% | |
| 934 | 1 | < 0.1% | |
| 924 | 1 | < 0.1% | |
| 913 | 1 | < 0.1% | |
| 912 | 1 | < 0.1% |
| Distinct | 220 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 32051 |
| Missing (%) | 14.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.1172756 |
|---|---|
| Minimum | 20 |
| Maximum | 300 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 60 |
| Q1 | 71 |
| median | 80 |
| Q3 | 91 |
| 95-th percentile | 112 |
| Maximum | 300 |
| Range | 280 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 16.47187073 |
|---|---|
| Coefficient of variation (CV) | 0.200589591 |
| Kurtosis | 4.066769521 |
| Mean | 82.1172756 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 1.044135989 |
| Sum | 16085871 |
| Variance | 271.3225253 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 78 | 6088 | 2.7% | |
| 74 | 5999 | 2.6% | |
| 72 | 5952 | 2.6% | |
| 76 | 5912 | 2.6% | |
| 80 | 5695 | 2.5% | |
| 70 | 5485 | 2.4% | |
| 82 | 5394 | 2.4% | |
| 84 | 5101 | 2.2% | |
| 68 | 4969 | 2.2% | |
| 86 | 4791 | 2.1% | |
| Other values (210) | 140503 | 61.6% | |
| (Missing) | 32051 | 14.1% |
| Value | Count | Frequency (%) | |
| 20 | 1 | < 0.1% | |
| 21 | 2 | < 0.1% | |
| 22 | 5 | < 0.1% | |
| 23 | 3 | < 0.1% | |
| 24 | 4 | < 0.1% |
| Value | Count | Frequency (%) | |
| 300 | 1 | < 0.1% | |
| 294 | 1 | < 0.1% | |
| 293 | 1 | < 0.1% | |
| 288 | 1 | < 0.1% | |
| 287 | 1 | < 0.1% |
| Distinct | 69 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 210417 |
| Missing (%) | 92.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.004148833 |
|---|---|
| Minimum | 0.5 |
| Maximum | 9.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 0.5 |
|---|---|
| 5-th percentile | 1.4 |
| Q1 | 1.7 |
| median | 2 |
| Q3 | 2.2 |
| 95-th percentile | 2.7 |
| Maximum | 9.6 |
| Range | 9.1 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.4372858864 |
|---|---|
| Coefficient of variation (CV) | 0.2181903256 |
| Kurtosis | 14.51567689 |
| Mean | 2.004148833 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 1.790705049 |
| Sum | 35118.7 |
| Variance | 0.1912189465 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1.9 | 1996 | 0.9% | |
| 1.8 | 1976 | 0.9% | |
| 2 | 1970 | 0.9% | |
| 2.1 | 1733 | 0.8% | |
| 1.7 | 1497 | 0.7% | |
| 2.2 | 1324 | 0.6% | |
| 1.6 | 1158 | 0.5% | |
| 2.3 | 1048 | 0.5% | |
| 2.4 | 784 | 0.3% | |
| 1.5 | 730 | 0.3% | |
| Other values (59) | 3307 | 1.5% | |
| (Missing) | 210417 | 92.3% |
| Value | Count | Frequency (%) | |
| 0.5 | 1 | < 0.1% | |
| 0.7 | 4 | < 0.1% | |
| 0.8 | 7 | < 0.1% | |
| 0.9 | 18 | < 0.1% | |
| 1 | 59 | < 0.1% |
| Value | Count | Frequency (%) | |
| 9.6 | 1 | < 0.1% | |
| 7.9 | 1 | < 0.1% | |
| 7.6 | 1 | < 0.1% | |
| 6.4 | 2 | < 0.1% | |
| 6.2 | 1 | < 0.1% |
| Distinct | 311 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 199547 |
| Missing (%) | 87.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.152729194 |
|---|---|
| Minimum | 1.3 |
| Maximum | 10.75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 1.3 |
|---|---|
| 5-th percentile | 3.2 |
| Q1 | 3.7 |
| median | 4.1 |
| Q3 | 4.5 |
| 95-th percentile | 5.3 |
| Maximum | 10.75 |
| Range | 9.45 |
| Interquartile range (IQR) | 0.8 |
Descriptive statistics
| Standard deviation | 0.6701675482 |
|---|---|
| Coefficient of variation (CV) | 0.1613800267 |
| Kurtosis | 5.033649567 |
| Mean | 4.152729194 |
| Median Absolute Deviation (MAD) | 0.4 |
| Skewness | 1.172191428 |
| Sum | 117908.44 |
| Variance | 0.4491245426 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 4 | 2047 | 0.9% | |
| 3.9 | 1926 | 0.8% | |
| 4.1 | 1898 | 0.8% | |
| 3.8 | 1819 | 0.8% | |
| 4.2 | 1805 | 0.8% | |
| 4.3 | 1644 | 0.7% | |
| 3.7 | 1546 | 0.7% | |
| 4.4 | 1520 | 0.7% | |
| 3.6 | 1373 | 0.6% | |
| 4.5 | 1239 | 0.5% | |
| Other values (301) | 11576 | 5.1% | |
| (Missing) | 199547 | 87.5% |
| Value | Count | Frequency (%) | |
| 1.3 | 1 | < 0.1% | |
| 1.5 | 2 | < 0.1% | |
| 1.6 | 1 | < 0.1% | |
| 1.7 | 1 | < 0.1% | |
| 1.8 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 10.75 | 1 | < 0.1% | |
| 10 | 1 | < 0.1% | |
| 9.9 | 1 | < 0.1% | |
| 9.8 | 3 | < 0.1% | |
| 9.4 | 3 | < 0.1% |
| Distinct | 397 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 75522 |
| Missing (%) | 33.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.01471073 |
|---|---|
| Minimum | 20 |
| Maximum | 298 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 45 |
| Q1 | 54.25 |
| median | 62 |
| Q3 | 72 |
| 95-th percentile | 89 |
| Maximum | 298 |
| Range | 278 |
| Interquartile range (IQR) | 17.75 |
Descriptive statistics
| Standard deviation | 13.92009713 |
|---|---|
| Coefficient of variation (CV) | 0.2174515353 |
| Kurtosis | 5.779728709 |
| Mean | 64.01471073 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 1.118394521 |
| Sum | 9756994.18 |
| Variance | 193.769104 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 58 | 4902 | 2.2% | |
| 60 | 4704 | 2.1% | |
| 56 | 4600 | 2.0% | |
| 62 | 4448 | 2.0% | |
| 54 | 4263 | 1.9% | |
| 59 | 4260 | 1.9% | |
| 64 | 4233 | 1.9% | |
| 57 | 4187 | 1.8% | |
| 63 | 4132 | 1.8% | |
| 55 | 4039 | 1.8% | |
| Other values (387) | 108650 | 47.7% | |
| (Missing) | 75522 | 33.1% |
| Value | Count | Frequency (%) | |
| 20 | 2 | < 0.1% | |
| 21 | 5 | < 0.1% | |
| 21.5 | 1 | < 0.1% | |
| 22 | 7 | < 0.1% | |
| 23 | 9 | < 0.1% |
| Value | Count | Frequency (%) | |
| 298 | 1 | < 0.1% | |
| 291 | 1 | < 0.1% | |
| 287 | 2 | < 0.1% | |
| 281 | 1 | < 0.1% | |
| 275 | 1 | < 0.1% |
| Distinct | 389 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 210110 |
| Missing (%) | 92.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.161149187 |
|---|---|
| Minimum | 1 |
| Maximum | 20.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.14 |
| Q1 | 7.3 |
| median | 8.2 |
| Q3 | 8.7 |
| 95-th percentile | 9.6 |
| Maximum | 20.6 |
| Range | 19.6 |
| Interquartile range (IQR) | 1.4 |
Descriptive statistics
| Standard deviation | 2.812066531 |
|---|---|
| Coefficient of variation (CV) | 0.3926836961 |
| Kurtosis | 0.9396425597 |
| Mean | 7.161149187 |
| Median Absolute Deviation (MAD) | 0.6 |
| Skewness | -1.254064874 |
| Sum | 127683.29 |
| Variance | 7.907718176 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 8.5 | 858 | 0.4% | |
| 8.4 | 795 | 0.3% | |
| 8.6 | 788 | 0.3% | |
| 8.2 | 787 | 0.3% | |
| 8.3 | 770 | 0.3% | |
| 8.1 | 747 | 0.3% | |
| 8.7 | 714 | 0.3% | |
| 8.8 | 709 | 0.3% | |
| 8 | 698 | 0.3% | |
| 8.9 | 656 | 0.3% | |
| Other values (379) | 10308 | 4.5% | |
| (Missing) | 210110 | 92.2% |
| Value | Count | Frequency (%) | |
| 1 | 19 | < 0.1% | |
| 1.01 | 20 | < 0.1% | |
| 1.02 | 26 | < 0.1% | |
| 1.03 | 31 | < 0.1% | |
| 1.04 | 33 | < 0.1% |
| Value | Count | Frequency (%) | |
| 20.6 | 1 | < 0.1% | |
| 20.2 | 1 | < 0.1% | |
| 19.8 | 1 | < 0.1% | |
| 19.6 | 1 | < 0.1% | |
| 19.4 | 1 | < 0.1% |
| Distinct | 419 |
|---|---|
| Distinct (%) | 7.3% |
| Missing | 222232 |
| Missing (%) | 97.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 97.79616328 |
|---|---|
| Minimum | 12 |
| Maximum | 3833 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 53 |
| median | 72 |
| Q3 | 104 |
| 95-th percentile | 233 |
| Maximum | 3833 |
| Range | 3821 |
| Interquartile range (IQR) | 51 |
Descriptive statistics
| Standard deviation | 122.7733791 |
|---|---|
| Coefficient of variation (CV) | 1.255400775 |
| Kurtosis | 359.7083731 |
| Mean | 97.79616328 |
| Median Absolute Deviation (MAD) | 23 |
| Skewness | 14.60309266 |
| Sum | 558220.5 |
| Variance | 15073.30263 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 58 | 91 | < 0.1% | |
| 54 | 90 | < 0.1% | |
| 69 | 89 | < 0.1% | |
| 60 | 86 | < 0.1% | |
| 56 | 82 | < 0.1% | |
| 55 | 80 | < 0.1% | |
| 46 | 80 | < 0.1% | |
| 67 | 79 | < 0.1% | |
| 65 | 77 | < 0.1% | |
| 62 | 76 | < 0.1% | |
| Other values (409) | 4878 | 2.1% | |
| (Missing) | 222232 | 97.5% |
| Value | Count | Frequency (%) | |
| 12 | 1 | < 0.1% | |
| 14 | 3 | < 0.1% | |
| 15 | 5 | < 0.1% | |
| 16 | 6 | < 0.1% | |
| 17 | 4 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3833 | 2 | < 0.1% | |
| 2440 | 1 | < 0.1% | |
| 2332 | 1 | < 0.1% | |
| 1650 | 1 | < 0.1% | |
| 1501 | 1 | < 0.1% |
| Distinct | 68 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 32748 |
| Missing (%) | 14.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 97.66344932 |
|---|---|
| Minimum | 20 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 93 |
| Q1 | 96 |
| median | 98 |
| Q3 | 100 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 80 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.786186265 |
|---|---|
| Coefficient of variation (CV) | 0.02852844421 |
| Kurtosis | 50.16395017 |
| Mean | 97.66344932 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -3.859190486 |
| Sum | 19063124 |
| Variance | 7.762833905 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 100 | 66660 | 29.2% | |
| 98 | 28537 | 12.5% | |
| 99 | 24881 | 10.9% | |
| 97 | 20975 | 9.2% | |
| 96 | 20046 | 8.8% | |
| 95 | 12290 | 5.4% | |
| 94 | 9362 | 4.1% | |
| 93 | 4668 | 2.0% | |
| 92 | 3418 | 1.5% | |
| 91 | 1551 | 0.7% | |
| Other values (58) | 2804 | 1.2% | |
| (Missing) | 32748 | 14.4% |
| Value | Count | Frequency (%) | |
| 20 | 1 | < 0.1% | |
| 26 | 1 | < 0.1% | |
| 27 | 3 | < 0.1% | |
| 29 | 1 | < 0.1% | |
| 30 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 100 | 66660 | 29.2% | |
| 99 | 24881 | 10.9% | |
| 98 | 28537 | 12.5% | |
| 97 | 20975 | 9.2% | |
| 96 | 20046 | 8.8% |
| Distinct | 127 |
|---|---|
| Distinct (%) | 17.7% |
| Missing | 227221 |
| Missing (%) | 99.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.390723227 |
|---|---|
| Minimum | 0.01 |
| Maximum | 21.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 0.1 |
| median | 0.3 |
| Q3 | 1.21 |
| 95-th percentile | 6.5 |
| Maximum | 21.2 |
| Range | 21.19 |
| Interquartile range (IQR) | 1.11 |
Descriptive statistics
| Standard deviation | 2.792721944 |
|---|---|
| Coefficient of variation (CV) | 2.008107645 |
| Kurtosis | 19.34649708 |
| Mean | 1.390723227 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | 4.020511877 |
| Sum | 999.93 |
| Variance | 7.799295855 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.1 | 169 | 0.1% | |
| 0.2 | 99 | < 0.1% | |
| 0.3 | 45 | < 0.1% | |
| 0.4 | 31 | < 0.1% | |
| 0.6 | 24 | < 0.1% | |
| 1 | 19 | < 0.1% | |
| 0.5 | 18 | < 0.1% | |
| 1.6 | 15 | < 0.1% | |
| 1.1 | 14 | < 0.1% | |
| 0.8 | 13 | < 0.1% | |
| Other values (117) | 272 | 0.1% | |
| (Missing) | 227221 | 99.7% |
| Value | Count | Frequency (%) | |
| 0.01 | 3 | < 0.1% | |
| 0.02 | 1 | < 0.1% | |
| 0.03 | 3 | < 0.1% | |
| 0.04 | 2 | < 0.1% | |
| 0.05 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 21.2 | 1 | < 0.1% | |
| 20.4 | 2 | < 0.1% | |
| 19.54 | 1 | < 0.1% | |
| 19.08 | 1 | < 0.1% | |
| 16.8 | 1 | < 0.1% |
| Distinct | 86 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 214023 |
| Missing (%) | 93.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 106.2601854 |
|---|---|
| Minimum | 66 |
| Maximum | 141 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 66 |
|---|---|
| 5-th percentile | 96 |
| Q1 | 103 |
| median | 107 |
| Q3 | 110 |
| 95-th percentile | 115 |
| Maximum | 141 |
| Range | 75 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 5.916082022 |
|---|---|
| Coefficient of variation (CV) | 0.05567543479 |
| Kurtosis | 2.376956156 |
| Mean | 106.2601854 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.3652115439 |
| Sum | 1478823 |
| Variance | 35.0000265 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 108 | 1112 | 0.5% | |
| 106 | 1071 | 0.5% | |
| 107 | 1070 | 0.5% | |
| 109 | 1039 | 0.5% | |
| 105 | 953 | 0.4% | |
| 104 | 847 | 0.4% | |
| 110 | 840 | 0.4% | |
| 111 | 803 | 0.4% | |
| 103 | 795 | 0.3% | |
| 102 | 628 | 0.3% | |
| Other values (76) | 4759 | 2.1% | |
| (Missing) | 214023 | 93.9% |
| Value | Count | Frequency (%) | |
| 66 | 1 | < 0.1% | |
| 70 | 2 | < 0.1% | |
| 73 | 1 | < 0.1% | |
| 75 | 2 | < 0.1% | |
| 77 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 141 | 1 | < 0.1% | |
| 140 | 2 | < 0.1% | |
| 139 | 4 | < 0.1% | |
| 138 | 2 | < 0.1% | |
| 137 | 1 | < 0.1% |
| Distinct | 564 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 200643 |
| Missing (%) | 88.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.28308972 |
|---|---|
| Minimum | 9.4 |
| Maximum | 63.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 9.4 |
|---|---|
| 5-th percentile | 22.5 |
| Q1 | 27.3 |
| median | 30.9 |
| Q3 | 35 |
| 95-th percentile | 41.4 |
| Maximum | 63.4 |
| Range | 54 |
| Interquartile range (IQR) | 7.7 |
Descriptive statistics
| Standard deviation | 5.770424896 |
|---|---|
| Coefficient of variation (CV) | 0.1844582792 |
| Kurtosis | 0.368048935 |
| Mean | 31.28308972 |
| Median Absolute Deviation (MAD) | 3.8 |
| Skewness | 0.3253630089 |
| Sum | 853934.5 |
| Variance | 33.29780348 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 29 | 344 | 0.2% | |
| 32 | 324 | 0.1% | |
| 30 | 315 | 0.1% | |
| 28 | 299 | 0.1% | |
| 33 | 279 | 0.1% | |
| 31 | 276 | 0.1% | |
| 27 | 260 | 0.1% | |
| 26 | 254 | 0.1% | |
| 34 | 246 | 0.1% | |
| 35 | 235 | 0.1% | |
| Other values (554) | 24465 | 10.7% | |
| (Missing) | 200643 | 88.0% |
| Value | Count | Frequency (%) | |
| 9.4 | 1 | < 0.1% | |
| 9.7 | 1 | < 0.1% | |
| 10.7 | 1 | < 0.1% | |
| 11 | 1 | < 0.1% | |
| 11.5 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 63.4 | 1 | < 0.1% | |
| 62 | 1 | < 0.1% | |
| 61.8 | 2 | < 0.1% | |
| 61 | 1 | < 0.1% | |
| 58.8 | 1 | < 0.1% |
| Distinct | 153 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 27812 |
| Missing (%) | 12.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 84.52237068 |
|---|---|
| Minimum | 23 |
| Maximum | 191 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 23 |
|---|---|
| 5-th percentile | 58 |
| Q1 | 72 |
| median | 83 |
| Q3 | 95 |
| 95-th percentile | 116 |
| Maximum | 191 |
| Range | 168 |
| Interquartile range (IQR) | 23 |
Descriptive statistics
| Standard deviation | 17.64343729 |
|---|---|
| Coefficient of variation (CV) | 0.2087428115 |
| Kurtosis | 0.3653696566 |
| Mean | 84.52237068 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 0.4332218592 |
| Sum | 16915293 |
| Variance | 311.2908795 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 80 | 7976 | 3.5% | |
| 90 | 6120 | 2.7% | |
| 88 | 5684 | 2.5% | |
| 82 | 5188 | 2.3% | |
| 84 | 5135 | 2.3% | |
| 78 | 5025 | 2.2% | |
| 70 | 4899 | 2.1% | |
| 86 | 4814 | 2.1% | |
| 76 | 4801 | 2.1% | |
| 74 | 4706 | 2.1% | |
| Other values (143) | 145780 | 64.0% | |
| (Missing) | 27812 | 12.2% |
| Value | Count | Frequency (%) | |
| 23 | 1 | < 0.1% | |
| 26 | 7 | < 0.1% | |
| 27 | 1 | < 0.1% | |
| 28 | 8 | < 0.1% | |
| 29 | 5 | < 0.1% |
| Value | Count | Frequency (%) | |
| 191 | 1 | < 0.1% | |
| 184 | 1 | < 0.1% | |
| 180 | 2 | < 0.1% | |
| 178 | 1 | < 0.1% | |
| 176 | 2 | < 0.1% |
| Distinct | 205 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 222614 |
| Missing (%) | 97.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.640940668 |
|---|---|
| Minimum | 0.1 |
| Maximum | 46.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.3 |
| Q1 | 0.5 |
| median | 0.8 |
| Q3 | 1.4 |
| 95-th percentile | 5.6 |
| Maximum | 46.5 |
| Range | 46.4 |
| Interquartile range (IQR) | 0.9 |
Descriptive statistics
| Standard deviation | 3.244145334 |
|---|---|
| Coefficient of variation (CV) | 1.977003432 |
| Kurtosis | 50.67230012 |
| Mean | 1.640940668 |
| Median Absolute Deviation (MAD) | 0.4 |
| Skewness | 6.342251167 |
| Sum | 8739.65 |
| Variance | 10.52447895 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.6 | 519 | 0.2% | |
| 0.5 | 489 | 0.2% | |
| 0.4 | 478 | 0.2% | |
| 0.7 | 449 | 0.2% | |
| 0.8 | 388 | 0.2% | |
| 0.3 | 356 | 0.2% | |
| 0.9 | 303 | 0.1% | |
| 1 | 219 | 0.1% | |
| 1.1 | 202 | 0.1% | |
| 1.2 | 177 | 0.1% | |
| Other values (195) | 1746 | 0.8% | |
| (Missing) | 222614 | 97.7% |
| Value | Count | Frequency (%) | |
| 0.1 | 44 | < 0.1% | |
| 0.2 | 162 | 0.1% | |
| 0.25 | 1 | < 0.1% | |
| 0.3 | 356 | 0.2% | |
| 0.4 | 478 | 0.2% |
| Value | Count | Frequency (%) | |
| 46.5 | 1 | < 0.1% | |
| 40.2 | 1 | < 0.1% | |
| 38.5 | 1 | < 0.1% | |
| 36.5 | 1 | < 0.1% | |
| 36 | 1 | < 0.1% |
| Distinct | 858 |
|---|---|
| Distinct (%) | 22.7% |
| Missing | 224164 |
| Missing (%) | 98.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.269239936 |
|---|---|
| Minimum | 0.01 |
| Maximum | 440 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 0.01 |
| Q1 | 0.03 |
| median | 0.15 |
| Q3 | 2.05 |
| 95-th percentile | 40 |
| Maximum | 440 |
| Range | 439.99 |
| Interquartile range (IQR) | 2.02 |
Descriptive statistics
| Standard deviation | 25.1724415 |
|---|---|
| Coefficient of variation (CV) | 3.462871184 |
| Kurtosis | 70.77601137 |
| Mean | 7.269239936 |
| Median Absolute Deviation (MAD) | 0.14 |
| Skewness | 7.13756734 |
| Sum | 27448.65 |
| Variance | 633.6518113 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.01 | 539 | 0.2% | |
| 0.03 | 417 | 0.2% | |
| 0.04 | 143 | 0.1% | |
| 0.02 | 139 | 0.1% | |
| 0.05 | 103 | < 0.1% | |
| 0.06 | 95 | < 0.1% | |
| 0.07 | 89 | < 0.1% | |
| 0.08 | 71 | < 0.1% | |
| 40 | 63 | < 0.1% | |
| 0.1 | 56 | < 0.1% | |
| Other values (848) | 2061 | 0.9% | |
| (Missing) | 224164 | 98.3% |
| Value | Count | Frequency (%) | |
| 0.01 | 539 | 0.2% | |
| 0.02 | 139 | 0.1% | |
| 0.03 | 417 | 0.2% | |
| 0.04 | 143 | 0.1% | |
| 0.05 | 103 | < 0.1% |
| Value | Count | Frequency (%) | |
| 440 | 1 | < 0.1% | |
| 381.6 | 1 | < 0.1% | |
| 338.92 | 1 | < 0.1% | |
| 243.81 | 1 | < 0.1% | |
| 235.88 | 1 | < 0.1% |
| Distinct | 225 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 36290 |
| Missing (%) | 15.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 122.3698774 |
|---|---|
| Minimum | 21 |
| Maximum | 287 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 90 |
| Q1 | 105 |
| median | 119 |
| Q3 | 137 |
| 95-th percentile | 165 |
| Maximum | 287 |
| Range | 266 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 23.2738339 |
|---|---|
| Coefficient of variation (CV) | 0.1901925082 |
| Kurtosis | 0.7004682059 |
| Mean | 122.3698774 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 0.6770533315 |
| Sum | 23452187 |
| Variance | 541.6713445 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 110 | 3989 | 1.8% | |
| 112 | 3979 | 1.7% | |
| 114 | 3951 | 1.7% | |
| 116 | 3911 | 1.7% | |
| 118 | 3900 | 1.7% | |
| 108 | 3847 | 1.7% | |
| 106 | 3754 | 1.6% | |
| 104 | 3748 | 1.6% | |
| 120 | 3712 | 1.6% | |
| 102 | 3572 | 1.6% | |
| Other values (215) | 153287 | 67.2% | |
| (Missing) | 36290 | 15.9% |
| Value | Count | Frequency (%) | |
| 21 | 1 | < 0.1% | |
| 22 | 2 | < 0.1% | |
| 24 | 1 | < 0.1% | |
| 30 | 1 | < 0.1% | |
| 32 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 287 | 1 | < 0.1% | |
| 282 | 1 | < 0.1% | |
| 276 | 1 | < 0.1% | |
| 275 | 2 | < 0.1% | |
| 274 | 1 | < 0.1% |
| Distinct | 86 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 202894 |
| Missing (%) | 89.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.367231494 |
|---|---|
| Minimum | 6.82 |
| Maximum | 7.78 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.7 MiB |
Quantile statistics
| Minimum | 6.82 |
|---|---|
| 5-th percentile | 7.25 |
| Q1 | 7.33 |
| median | 7.37 |
| Q3 | 7.41 |
| 95-th percentile | 7.48 |
| Maximum | 7.78 |
| Range | 0.96 |
| Interquartile range (IQR) | 0.08 |
Descriptive statistics
| Standard deviation | 0.07438382858 |
|---|---|
| Coefficient of variation (CV) | 0.01009657816 |
| Kurtosis | 3.234598486 |
| Mean | 7.367231494 |
| Median Absolute Deviation (MAD) | 0.04 |
| Skewness | -0.7045526585 |
| Sum | 184519.68 |
| Variance | 0.005532953955 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 7.38 | 1701 | 0.7% | |
| 7.36 | 1634 | 0.7% | |
| 7.35 | 1550 | 0.7% | |
| 7.37 | 1515 | 0.7% | |
| 7.4 | 1500 | 0.7% | |
| 7.39 | 1495 | 0.7% | |
| 7.34 | 1301 | 0.6% | |
| 7.41 | 1224 | 0.5% | |
| 7.42 | 1143 | 0.5% | |
| 7.32 | 1140 | 0.5% | |
| Other values (76) | 10843 | 4.8% | |
| (Missing) | 202894 | 89.0% |
| Value | Count | Frequency (%) | |
| 6.82 | 2 | < 0.1% | |
| 6.84 | 1 | < 0.1% | |
| 6.86 | 1 | < 0.1% | |
| 6.87 | 2 | < 0.1% | |
| 6.88 | 6 | < 0.1% |
| Value | Count | Frequency (%) | |
| 7.78 | 1 | < 0.1% | |
| 7.69 | 1 | < 0.1% | |
| 7.68 | 1 | < 0.1% | |
| 7.66 | 3 | < 0.1% | |
| 7.65 | 1 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| pid | Time | Age | EtCO2 | PTT | BUN | Lactate | Temp | Hgb | HCO3 | BaseExcess | RRate | Fibrinogen | Phosphate | WBC | Creatinine | PaCO2 | AST | FiO2 | Platelets | SaO2 | Glucose | ABPm | Magnesium | Potassium | ABPd | Calcium | Alkalinephos | SpO2 | Bilirubin_direct | Chloride | Hct | Heartrate | Bilirubin_total | TroponinI | ABPs | pH | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 3 | 34.0 | NaN | NaN | 12.0 | NaN | 36.0 | 8.7 | 24.0 | -2.0 | 16.0 | NaN | NaN | 6.3 | NaN | 45.0 | NaN | NaN | NaN | NaN | NaN | 84.0 | 1.2 | 3.8 | 61.0 | NaN | NaN | 100.0 | NaN | 114.0 | 24.6 | 94.0 | NaN | NaN | 142.0 | 7.33 |
| 1 | 1 | 4 | 34.0 | NaN | NaN | NaN | NaN | 36.0 | NaN | NaN | -2.0 | 16.0 | NaN | NaN | NaN | NaN | NaN | NaN | 0.5 | NaN | NaN | NaN | 81.0 | NaN | NaN | 62.5 | NaN | NaN | 100.0 | NaN | NaN | NaN | 99.0 | NaN | NaN | 125.0 | 7.33 |
| 2 | 1 | 5 | 34.0 | NaN | NaN | NaN | NaN | 36.0 | NaN | NaN | 0.0 | 18.0 | NaN | NaN | NaN | NaN | 43.0 | NaN | 0.4 | NaN | NaN | NaN | 74.0 | NaN | NaN | 59.0 | NaN | NaN | 100.0 | NaN | NaN | NaN | 92.0 | NaN | NaN | 110.0 | 7.37 |
| 3 | 1 | 6 | 34.0 | NaN | NaN | NaN | NaN | 37.0 | NaN | NaN | 0.0 | 18.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 66.0 | NaN | NaN | 49.5 | NaN | NaN | 100.0 | NaN | NaN | NaN | 88.0 | NaN | NaN | 104.0 | 7.37 |
| 4 | 1 | 7 | 34.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 18.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 63.0 | 1.8 | NaN | 48.0 | NaN | NaN | 100.0 | NaN | NaN | 22.4 | 81.0 | NaN | NaN | 100.0 | 7.41 |
| 5 | 1 | 8 | 34.0 | NaN | NaN | NaN | NaN | 37.0 | NaN | NaN | NaN | 16.0 | NaN | NaN | NaN | NaN | NaN | NaN | 0.4 | NaN | NaN | NaN | 68.0 | 1.8 | NaN | 51.0 | NaN | NaN | 100.0 | NaN | NaN | 22.4 | 82.0 | NaN | NaN | 106.0 | NaN |
| 6 | 1 | 9 | 34.0 | NaN | NaN | NaN | NaN | 37.0 | NaN | NaN | NaN | 18.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 65.0 | NaN | NaN | 46.0 | NaN | NaN | 100.0 | NaN | NaN | NaN | 67.0 | NaN | NaN | 112.0 | NaN |
| 7 | 1 | 10 | 34.0 | NaN | NaN | NaN | NaN | 37.0 | NaN | NaN | NaN | 18.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 68.0 | NaN | NaN | 47.0 | NaN | NaN | 100.0 | NaN | NaN | NaN | 62.0 | NaN | NaN | 121.0 | NaN |
| 8 | 1 | 11 | 34.0 | NaN | NaN | 12.0 | NaN | NaN | 8.5 | 26.0 | NaN | 12.0 | NaN | 4.6 | 4.7 | 0.5 | NaN | NaN | NaN | 143.0 | NaN | 120.0 | 67.0 | 2.1 | 4.1 | 47.0 | 7.6 | NaN | 100.0 | NaN | 111.0 | 23.8 | 58.0 | NaN | NaN | 118.0 | NaN |
| 9 | 1 | 12 | 34.0 | NaN | NaN | 12.0 | NaN | 38.0 | 8.5 | 26.0 | 0.0 | 18.0 | NaN | NaN | 4.7 | NaN | 42.0 | NaN | 0.4 | NaN | NaN | NaN | 62.0 | 2.1 | 4.1 | 44.0 | NaN | NaN | 100.0 | NaN | 111.0 | 23.8 | 66.0 | NaN | NaN | 110.0 | 7.39 |
Last rows
| pid | Time | Age | EtCO2 | PTT | BUN | Lactate | Temp | Hgb | HCO3 | BaseExcess | RRate | Fibrinogen | Phosphate | WBC | Creatinine | PaCO2 | AST | FiO2 | Platelets | SaO2 | Glucose | ABPm | Magnesium | Potassium | ABPd | Calcium | Alkalinephos | SpO2 | Bilirubin_direct | Chloride | Hct | Heartrate | Bilirubin_total | TroponinI | ABPs | pH | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 227930 | 9999 | 3 | 85.0 | NaN | 36.4 | 30.0 | NaN | NaN | 8.7 | 25.0 | NaN | 20.0 | NaN | 4.2 | 5.1 | 1.3 | NaN | NaN | NaN | 191.0 | NaN | 105.0 | 116.0 | 2.1 | 4.3 | 89.0 | 9.1 | NaN | 99.0 | NaN | 107.0 | 27.9 | 75.0 | NaN | NaN | 155.0 | NaN |
| 227931 | 9999 | 4 | 85.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 15.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 98.0 | NaN | NaN | NaN | NaN | NaN | 98.0 | NaN | NaN | NaN | 73.0 | NaN | NaN | 136.0 | NaN |
| 227932 | 9999 | 5 | 85.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 19.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 104.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 81.0 | NaN | NaN | 144.0 | NaN |
| 227933 | 9999 | 6 | 85.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 19.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 78.0 | NaN | NaN | NaN | NaN | NaN | 98.0 | NaN | NaN | NaN | 82.0 | NaN | NaN | 109.0 | NaN |
| 227934 | 9999 | 7 | 85.0 | NaN | NaN | NaN | NaN | 36.0 | NaN | NaN | NaN | 15.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 61.0 | NaN | NaN | NaN | NaN | NaN | 96.0 | NaN | NaN | NaN | 76.0 | NaN | NaN | 90.0 | NaN |
| 227935 | 9999 | 8 | 85.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 17.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 78.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 80.0 | NaN | NaN | 110.0 | NaN |
| 227936 | 9999 | 9 | 85.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 15.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 88.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 83.0 | NaN | NaN | 123.0 | NaN |
| 227937 | 9999 | 10 | 85.0 | NaN | NaN | NaN | NaN | 36.0 | NaN | NaN | NaN | 22.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 97.0 | NaN | NaN | NaN | NaN | NaN | 98.0 | NaN | NaN | NaN | 80.0 | NaN | NaN | 138.0 | NaN |
| 227938 | 9999 | 11 | 85.0 | NaN | NaN | NaN | NaN | NaN | 10.2 | NaN | NaN | 22.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 50.0 | NaN | 84.0 | NaN | NaN | NaN | NaN | NaN | 98.0 | NaN | NaN | 31.0 | 75.0 | NaN | NaN | 125.0 | NaN |
| 227939 | 9999 | 12 | 85.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 24.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 85.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 79.0 | NaN | NaN | 128.0 | NaN |